List: Understanding Machine Learning - A list of easy-to-understand tutorials | Curated by Aqeel Anwar

Oct 22, 2021
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Understanding Machine Learning - A list of easy-to-understand tutorialsA list of Machine learning related articles for beginners
Aqeel Anwar
in
The Startup
Cheat Sheets for Machine Learning Interview TopicsA visual cheatsheet for ML interviews (www.cheatsheets.aqeel-anwar.com)
Oct 28, 2020
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Oct 28, 2020
14
Aqeel Anwar
in
Towards Data Science
Setting up Python platform for Machine Learning projectsPre-requisites of Machine Learning using Python
Jul 22, 2019
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Jul 22, 2019
3
Aqeel Anwar
in
Towards Data Science
A Beginner’s Guide to Regression Analysis in Machine LearningRegression analysis explained with examples, illustrations, animations and cheat sheets.
Apr 10, 2021
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Apr 10, 2021
2
Aqeel Anwar
in
Towards Data Science
Understanding the Bias-Variance Tradeoff and visualizing it with example and python codeAn indepth understadning of bias-variance tradeoff with an example of sine curve estimation using polynomials.
Feb 17, 2020
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Feb 17, 2020
4
Aqeel Anwar
in
Towards Data Science
What are Ensemble methods in Machine Learning?A visual walkthrough of the ensemble methods in machine learning with a cheatsheet
Jan 28, 2021
1
Jan 28, 2021
1
Aqeel Anwar
in
Towards Data Science
A walk through imbalanced classes in machine learning through a visual cheat sheetWhat imbalanced training data is and how to address it through precision, recall and f1 score
Feb 23, 2020
3
Feb 23, 2020
3
Aqeel Anwar
in
Towards Data Science
A visualization of the basic elements of a Convolutional Neural NetworkAnimated visualizations of different CNN elements
May 26, 2020
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May 26, 2020
5
Aqeel Anwar
in
Towards Data Science
What is Transposed Convolutional Layer?Explained through animated gifs and python code.
Mar 6, 2020
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Mar 6, 2020
9
Aqeel Anwar
in
Towards Data Science
Types of Regularization in Machine LearningA beginner's guide to regularization in machine learning.
Feb 4, 2021
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Feb 4, 2021
7
Aqeel Anwar
in
Towards Data Science
Difference between AlexNet, VGGNet, ResNet and InceptionAlexNet, VGGNet, ResNet and Inception explained
Jun 7, 2019
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Jun 7, 2019
14
Aqeel Anwar
in
Towards Data Science
Difference between Local Response Normalization and Batch NormalizationA short tutorial on different normalization techniques used in Deep Neural Networks.
Jun 19, 2019
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Jun 19, 2019
10